Don't Take the Premise for Granted: Mitigating Artifacts in Natural Language Inference

9 July 2019

Papers citing "Don't Take the Premise for Granted: Mitigating Artifacts in Natural Language Inference"

50 / 63 papers shown

Title
How to Improve the Robustness of Closed-Source Models on NLI Joe Stacey Lisa Alazraki Aran Ubhi Beyza Ermis Aaron Mueller Marek Rei 42 0 0 26 May 2025
FinNLI: Novel Dataset for Multi-Genre Financial Natural Language Inference Benchmarking Jabez Magomere Elena Kochkina Samuel Mensah Simerjot Kaur Charese Smiley 108 1 0 22 Apr 2025
ANPMI: Assessing the True Comprehension Capabilities of LLMs for Multiple Choice Questions Gyeongje Cho Yeonkyoung So Jaejin Lee ELM 126 0 0 26 Feb 2025
Not Eliminate but Aggregate: Post-Hoc Control over Mixture-of-Experts to Address Shortcut Shifts in Natural Language Understanding Ukyo Honda Tatsushi Oka Peinan Zhang Masato Mita 90 1 0 17 Jun 2024
Explanation based Bias Decoupling Regularization for Natural Language Inference Jianxiang Zang Hui Liu 61 1 0 20 Apr 2024
Artifacts or Abduction: How Do LLMs Answer Multiple-Choice Questions Without the Question? Nishant Balepur Abhilasha Ravichander Rachel Rudinger ELM 122 28 0 19 Feb 2024
A synthetic data approach for domain generalization of NLI models Mohammad Javad Hosseini Andrey Petrov Alex Fabrikant Annie Louis SyDa 84 10 0 19 Feb 2024
On Measuring Faithfulness or Self-consistency of Natural Language Explanations Letitia Parcalabescu Anette Frank LRM 125 29 0 13 Nov 2023
OYXOY: A Modern NLP Test Suite for Modern Greek Konstantinos Kogkalidis S. Chatzikyriakidis Eirini Chrysovalantou Giannikouri Vassiliki Katsouli Christina Klironomou ... Dimitris Papadakis Thelka Pasparaki Erofili Psaltaki E. Sakellariou Hara Soupiona 75 0 0 13 Sep 2023
NatLogAttack: A Framework for Attacking Natural Language Inference Models with Natural Logic Zióu Zheng Xiao-Dan Zhu AAML LRM 98 6 0 06 Jul 2023
Stubborn Lexical Bias in Data and Models Sofia Serrano Jesse Dodge Noah A. Smith 97 2 0 03 Jun 2023
Adverbs, Surprisingly Dmitry Nikolaev Collin F. Baker Miriam R. L. Petruck Sebastian Padó 77 1 0 31 May 2023
ScoNe: Benchmarking Negation Reasoning in Language Models With Fine-Tuning and In-Context Learning Jingyuan Selena She Christopher Potts Sam Bowman Atticus Geiger 94 15 0 30 May 2023
Large Language Models are not Fair Evaluators Peiyi Wang Lei Li Liang Chen Zefan Cai Dawei Zhu Binghuai Lin Yunbo Cao Qi Liu Tianyu Liu Zhifang Sui ALM 150 575 0 29 May 2023
Distilling Robustness into Natural Language Inference Models with Domain-Targeted Augmentation Joe Stacey Marek Rei 57 3 0 22 May 2023
SMoA: Sparse Mixture of Adapters to Mitigate Multiple Dataset Biases Yanchen Liu Jing Yang Yan Chen Jing Liu Huaqin Wu MoE 85 2 0 28 Feb 2023
Backdoor Learning for NLP: Recent Advances, Challenges, and Future Research Directions Marwan Omar SILM AAML 86 20 0 14 Feb 2023
DISCO: Distilling Counterfactuals with Large Language Models Zeming Chen Qiyue Gao Antoine Bosselut Ashish Sabharwal Kyle Richardson 94 31 0 20 Dec 2022
Feature-Level Debiased Natural Language Understanding Yougang Lyu Piji Li Yechang Yang Maarten de Rijke Pengjie Ren Yukun Zhao D. Yin Zhaochun Ren 91 12 0 11 Dec 2022
Looking at the Overlooked: An Analysis on the Word-Overlap Bias in Natural Language Inference S. Rajaee Yadollah Yaghoobzadeh Mohammad Taher Pilehvar 73 5 0 07 Nov 2022
Language Prior Is Not the Only Shortcut: A Benchmark for Shortcut Learning in VQA Q. Si Fandong Meng Mingyu Zheng Zheng Lin Yuanxin Liu Peng Fu Yanan Cao Weiping Wang Jie Zhou 81 23 0 10 Oct 2022
Towards Robust Visual Question Answering: Making the Most of Biased Samples via Contrastive Learning Q. Si Yuanxin Liu Fandong Meng Zheng Lin Peng Fu Yanan Cao Weiping Wang Jie Zhou 88 24 0 10 Oct 2022
Text Characterization Toolkit Daniel Simig Tianlu Wang Verna Dankers Peter Henderson Khuyagbaatar Batsuren Dieuwke Hupkes Mona T. Diab 64 0 0 04 Oct 2022
DataPerf: Benchmarks for Data-Centric AI Development Mark Mazumder Colby R. Banbury Xiaozhe Yao Bojan Karlavs W. G. Rojas ... Carole-Jean Wu Cody Coleman Andrew Y. Ng Peter Mattson Vijay Janapa Reddi VLM 87 105 0 20 Jul 2022
An Understanding-Oriented Robust Machine Reading Comprehension Model Feiliang Ren Yongkang Liu Bochao Li Shilei Liu Bingchao Wang Jiaqi Wang Chunchao Liu Qi Ma 60 3 0 01 Jul 2022
Distilling Model Failures as Directions in Latent Space Saachi Jain Hannah Lawrence Ankur Moitra Aleksander Madry 97 90 0 29 Jun 2022
Logical Reasoning with Span-Level Predictions for Interpretable and Robust NLI Models Joe Stacey Pasquale Minervini Haim Dubossarsky Marek Rei ReLM LRM 117 16 0 23 May 2022
Robust Task-Oriented Dialogue Generation with Contrastive Pre-training and Adversarial Filtering Shiquan Yang Xinting Huang Jey Han Lau S. Erfani 88 5 0 20 May 2022
Towards Explanation for Unsupervised Graph-Level Representation Learning Qinghua Zheng Jihong Wang Minnan Luo Yaoliang Yu Jundong Li L. Yao Xiao Chang 58 1 0 20 May 2022
Learning to Split for Automatic Bias Detection Yujia Bao Regina Barzilay 67 21 0 28 Apr 2022
Generating Data to Mitigate Spurious Correlations in Natural Language Inference Datasets Yuxiang Wu Matt Gardner Pontus Stenetorp Pradeep Dasigi 95 68 0 24 Mar 2022
PECO: Examining Single Sentence Label Leakage in Natural Language Inference Datasets through Progressive Evaluation of Cluster Outliers Michael Stephen Saxon Xinyi Wang Wenda Xu William Yang Wang 97 9 0 16 Dec 2021
"Will You Find These Shortcuts?" A Protocol for Evaluating the Faithfulness of Input Salience Methods for Text Classification Jasmijn Bastings Sebastian Ebert Polina Zablotskaia Anders Sandholm Katja Filippova 152 78 0 14 Nov 2021
Generalization in NLI: Ways (Not) To Go Beyond Simple Heuristics Prajjwal Bhargava Aleksandr Drozd Anna Rogers 159 108 0 04 Oct 2021
Counterfactual Samples Synthesizing and Training for Robust Visual Question Answering Long Chen Yuhang Zheng Yulei Niu Hanwang Zhang Jun Xiao AAML OOD 119 37 0 03 Oct 2021
Tiered Reasoning for Intuitive Physics: Toward Verifiable Commonsense Language Understanding Shane Storks Qiaozi Gao Yichi Zhang J. Chai ReLM LRM 108 23 0 10 Sep 2021
A Generative Approach for Mitigating Structural Biases in Natural Language Inference Dimion Asael Zachary M. Ziegler Yonatan Belinkov 43 8 0 31 Aug 2021
Behind the Scenes: An Exploration of Trigger Biases Problem in Few-Shot Event Classification Peiyi Wang Runxin Xu Tianyu Liu Damai Dai Baobao Chang Zhifang Sui 75 16 0 29 Aug 2021
An Investigation of the (In)effectiveness of Counterfactually Augmented Data Nitish Joshi He He OODD 86 47 0 01 Jul 2021
Learning Stable Classifiers by Transferring Unstable Features Yujia Bao Shiyu Chang Regina Barzilay OOD 82 8 0 15 Jun 2021
Variational Information Bottleneck for Effective Low-Resource Fine-Tuning Rabeeh Karimi Mahabadi Yonatan Belinkov James Henderson DRL 71 76 0 10 Jun 2021
Check It Again: Progressive Visual Question Answering via Visual Entailment Q. Si Zheng Lin Mingyu Zheng Peng Fu Weiping Wang 79 48 0 08 Jun 2021
Predict then Interpolate: A Simple Algorithm to Learn Stable Classifiers Yujia Bao Shiyu Chang Regina Barzilay 76 21 0 26 May 2021
Supervising Model Attention with Human Explanations for Robust Natural Language Inference Joe Stacey Yonatan Belinkov Marek Rei 75 48 0 16 Apr 2021
Dynabench: Rethinking Benchmarking in NLP Douwe Kiela Max Bartolo Yixin Nie Divyansh Kaushik Atticus Geiger ... Pontus Stenetorp Robin Jia Joey Tianyi Zhou Christopher Potts Adina Williams 218 411 0 07 Apr 2021
SILT: Efficient transformer training for inter-lingual inference Javier Huertas-Tato Alejandro Martín David Camacho 48 11 0 17 Mar 2021
Mitigating the Position Bias of Transformer Models in Passage Re-Ranking Sebastian Hofstatter Aldo Lipani Sophia Althammer Markus Zlabinger Allan Hanbury 128 17 0 18 Jan 2021
DynaSent: A Dynamic Benchmark for Sentiment Analysis Christopher Potts Zhengxuan Wu Atticus Geiger Douwe Kiela 299 80 0 30 Dec 2020
Learning from others' mistakes: Avoiding dataset biases without modeling them Victor Sanh Thomas Wolf Yonatan Belinkov Alexander M. Rush 96 116 0 02 Dec 2020
OCNLI: Original Chinese Natural Language Inference Hai Hu Kyle Richardson Liang Xu Lu Li Sandra Kübler L. Moss 95 118 0 12 Oct 2020